On the uniform strong consistency of local polynomial regression under dependence conditions

UDC.coleccionInvestigaciónes_ES
UDC.departamentoMatemáticases_ES
UDC.grupoInvModelización, Optimización e Inferencia Estatística (MODES)es_ES
dc.contributor.authorFrancisco-Fernández, Mario
dc.contributor.authorVilar, Juan M.
dc.contributor.authorVilar, José
dc.date.accessioned2007-06-27T15:07:27Z
dc.date.available2007-06-27T15:07:27Z
dc.date.issued2003
dc.descriptionThis is a preprint of an article submitted for consideration in the Communications in Statistics, Theory and Methods © 2003 copyright Taylor & Francis ; Communications in Statistics, Theory and Methods is available online at: http://www.informaworld.com/
dc.description.abstract[Abstract] In this paper, nonparametric estimators of the regression function, and its derivatives, obtained by means of weighted local polynomial fitting are studied. Consider the fixed regression model where the error random variables are coming from a stationary stochastic process satisfying a mixing condition. Uniform strong consistency, along with rates, are established for these estimators. Furthermore, when the errors follow an AR(1) correlation structure, strong consistency properties are also derived for a modiÞed version of the local polynomial estimators proposed by Vilar-Fernández and Francisco-Fernández in (1).es_ES
dc.description.sponsorshipMinisterio de Ciencia y Tecnología; PGIDT01PXI10505PR
dc.description.sponsorshipMinisterio de Ciencia y Tecnología; PB98-0182-C02-01
dc.description.sponsorshipMinisterio de Ciencia y Tecnología; BFM2002-00265
dc.format.mimetypeapplication/pdf
dc.identifier.citationCommunications in Statistics, Theory and Methods, vol. 32, n. 12, pp. 2441-2463es_ES
dc.identifier.issn0361-0926
dc.identifier.urihttp://hdl.handle.net/2183/857
dc.language.isoenges_ES
dc.publisherTaylor & Francises_ES
dc.relation.urihttp://www.informaworld.com/openurl?genre=article&issn=0143-1161&volume=32&issue=12&spage=2415;es_ES
dc.rights.accessRightsopen accesses_ES
dc.subjectNonparametric regression estimationes_ES
dc.subjectLocal polynomial Þttinges_ES
dc.subjectDependent dataes_ES
dc.subjectStrong consistencyes_ES
dc.titleOn the uniform strong consistency of local polynomial regression under dependence conditionses_ES
dc.typejournal articlees_ES
dspace.entity.typePublication
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relation.isAuthorOfPublication8266f7ba-97e2-451f-9c0a-5501266378e0
relation.isAuthorOfPublicationc9381eef-6e06-41b8-a15c-a194bdff8d03
relation.isAuthorOfPublication.latestForDiscovery9724fb7a-c0db-4b2f-aa1a-7f79bf9c2064

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